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WGU D514 DEFINITIVE ANALYTRICAL METHODS FOR HEALTH CARE LEADERS WITH WELL DESIGND QUESTIONS AND CORRECT ANSWERS

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WGU D514 DEFINITIVE ANALYTRICAL METHODS FOR HEALTH CARE LEADERS WITH WELL DESIGND QUESTIONS AND CORRECT ANSWERS Sensory Exploration - Answer involves activities that engage the senses—touch, sight, hearing, smell, and taste—helping children explore and understand the world around them autonomy versus shame/doubt stage - Answer This stage involves a child's journey toward independence and decision-making trust versus mistrust stage - Answer Infants learn to rely on caregivers for their basic needs, fostering trust—while inconsistency in meeting these needs can lead to mistrust, suspicion, and anxiety about their environment. object permanence - Answer the understanding that something still exists even though it cannot be seen or heard sensorimotor stage - Answer Infants (0-2 years old) explore through senses and actions, developing an understanding of object permanence and laying cognitive foundations cross-sectional study - Answer A study that analyzes data from a population at a single point in time to assess health outcomes or service utilization. Randomized control trial - Answer An experimental study design where participants are randomly assigned to treatment or control groups to evaluate intervention effectiveness. time series - Answer A method that examines data points collected or recorded at regular time intervals to identify trends or impacts over time. pre test- post test - Answer A design that compares outcomes before and after an intervention to assess its impact within the same population. Clinical trial - Answer A research study that tests new medical strategies, treatments, or devices in human participants under controlled conditions. Meta analysis - Answer A statistical technique that combines results from multiple studies to determine overall trends or effects. Literature Review - Answer A comprehensive summary of existing research on a specific topic to identify patterns, gaps, or consensus. Case study - Answer An in-depth, contextual analysis of a single case or a small group to explore complex healthcare issues or systems. Cohort Study - Answer A longitudinal study where a group of individuals is followed over time to observe health outcomes related to exposures. Person product-moment correlation coefficient - Answer A measure of the strength and direction of a linear relationship between two continuous variables. Regression analysis t-test - Answer A statistical method to assess relationships between variables and test if regression coefficients differ significantly from zero. Analysis of Varience - Answer A statistical technique (ANOVA) used to compare means across multiple groups to see if at least one differs significantly. Wilcoxon signed rank tests - Answer A non-parametric test used to compare two related samples when data isn't normally distributed. Bayesian approach - Answer A statistical method that updates the probability for a hypothesis as more evidence becomes available. Mann-Whitney test - Answer A non-parametric test used to determine if there is a difference between two independent groups. Analysis plan - Answer A structured outline detailing how data will be collected, analyzed, and interpreted in a research study. Study population - Answer The specific group of individuals selected for a research study, defined by inclusion and exclusion criteria. Data Collection - Answer The process of gathering information relevant to a research question using methods like surveys, interviews, or records. Research design - Answer The framework or blueprint for conducting the research, including methods for data collection and analysis. Patient attrition - Answer The loss of participants during a study, which can impact the validity of results and generalizability. descriptive statistics - Answer Statistical methods used to summarize or describe features of a dataset (e.g., mean, median, standard deviation). Chi square test - Answer A test to examine associations between categorical variables by comparing observed and expected frequencies. Factor analysis - Answer A method used to identify underlying variables (factors) that explain patterns in a set of observed variables. Interferential statistic - Answer Statistical methods that use sample data to make generalizations or predictions about a population. Reimbursement records - Answer Data documenting payments made to providers for services, useful for cost analysis and utilization tracking. CMS - Answer Centers for Medicare & Medicaid Services, the federal agency overseeing major healthcare programs and reimbursement rules. LOS - Answer Length of stay; the number of days a patient spends in a healthcare facility, used as a measure of efficiency or resource use. Claims records - Answer Administrative data submitted by providers for reimbursement, used to analyze service utilization and billing trends. flat file - Answer A simple text-based database format where records are stored in a plain table without relationships between tables. De-identified - Answer Data stripped of personal identifiers to protect patient privacy while still allowing analysis. multidimensional - Answer Data structured in multiple dimensions (e.g., time, service line, payer) for more complex analysis. research-identified - Answer Data where patient identifiers are retained and used in research under controlled, ethical conditions. ad-hoc - Answer On-the-fly or customized data queries or reports created for a specific purpose or decision-making need. roll up - Answer A process in data analysis where individual data points are aggregated to a higher-level summary. object oriented - Answer A programming or data approach using modular units (objects) for flexible, reusable analysis structures. indirect observation - Answer Collecting data without direct interaction, such as erviewing video footage or health records. document review - Answer A method of data collection that involves analyzing existing documents, such as policies or clinical notes. Pressganey data - Answer Patient satisfaction survey data used by healthcare systems to assess quality of care and experience. Stratification analysis - Answer Breaking data into subgroups (e.g., by age, gender, risk level) to examine variations in outcomes. Demographic analysis - Answer Analyzing population characteristics (e.g., age, income, race) to identify trends or disparities.

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WGU D514 DEFINITIVE ANALYTRICAL
METHODS FOR HEALTH CARE
LEADERS WITH WELL DESIGND
QUESTIONS AND CORRECT ANSWERS

Sensory Exploration - Answer involves activities that engage the senses—touch,
sight, hearing, smell, and taste—helping children explore and understand the world
around them


autonomy versus shame/doubt stage - Answer This stage involves a child's journey
toward independence and decision-making


trust versus mistrust stage - Answer Infants learn to rely on caregivers for their
basic needs, fostering trust—while inconsistency in meeting these needs can lead
to mistrust, suspicion, and anxiety about their environment.


object permanence - Answer the understanding that something still exists even
though it cannot be seen or heard


sensorimotor stage - Answer Infants (0-2 years old) explore through senses and
actions, developing an understanding of object permanence and laying cognitive
foundations
cross-sectional study - Answer A study that analyzes data from a population at a
single point in time to assess health outcomes or service utilization.

, Randomized control trial - Answer An experimental study design where
participants are randomly assigned to treatment or control groups to evaluate
intervention effectiveness.


time series - Answer A method that examines data points collected or recorded at
regular time intervals to identify trends or impacts over time.


pre test- post test - Answer A design that compares outcomes before and after an
intervention to assess its impact within the same population.


Clinical trial - Answer A research study that tests new medical strategies,
treatments, or devices in human participants under controlled conditions.


Meta analysis - Answer A statistical technique that combines results from multiple
studies to determine overall trends or effects.


Literature Review - Answer A comprehensive summary of existing research on a
specific topic to identify patterns, gaps, or consensus.


Case study - Answer An in-depth, contextual analysis of a single case or a small
group to explore complex healthcare issues or systems.


Cohort Study - Answer A longitudinal study where a group of individuals is
followed over time to observe health outcomes related to exposures.


Person product-moment correlation coefficient - Answer A measure of the strength
and direction of a linear relationship between two continuous variables.

,Regression analysis t-test - Answer A statistical method to assess relationships
between variables and test if regression coefficients differ significantly from zero.


Analysis of Varience - Answer A statistical technique (ANOVA) used to compare
means across multiple groups to see if at least one differs significantly.


Wilcoxon signed rank tests - Answer A non-parametric test used to compare two
related samples when data isn't normally distributed.


Bayesian approach - Answer A statistical method that updates the probability for a
hypothesis as more evidence becomes available.


Mann-Whitney test - Answer A non-parametric test used to determine if there is a
difference between two independent groups.


Analysis plan - Answer A structured outline detailing how data will be collected,
analyzed, and interpreted in a research study.


Study population - Answer The specific group of individuals selected for a
research study, defined by inclusion and exclusion criteria.


Data Collection - Answer The process of gathering information relevant to a
research question using methods like surveys, interviews, or records.


Research design - Answer The framework or blueprint for conducting the
research, including methods for data collection and analysis.

, Patient attrition - Answer The loss of participants during a study, which can impact
the validity of results and generalizability.


descriptive statistics - Answer Statistical methods used to summarize or describe
features of a dataset (e.g., mean, median, standard deviation).


Chi square test - Answer A test to examine associations between categorical
variables by comparing observed and expected frequencies.


Factor analysis - Answer A method used to identify underlying variables (factors)
that explain patterns in a set of observed variables.


Interferential statistic - Answer Statistical methods that use sample data to make
generalizations or predictions about a population.


Reimbursement records - Answer Data documenting payments made to providers
for services, useful for cost analysis and utilization tracking.


CMS - Answer Centers for Medicare & Medicaid Services, the federal agency
overseeing major healthcare programs and reimbursement rules.


LOS - Answer Length of stay; the number of days a patient spends in a healthcare
facility, used as a measure of efficiency or resource use.


Claims records - Answer Administrative data submitted by providers for
reimbursement, used to analyze service utilization and billing trends.
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